1.5k citations · 5.2k across the 127 of their papers we have counts for
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DAG-based Long Short-Term Memory for Neural Word Segmentation
Xinchi Chen, Zhan Shi, Xipeng Qiu +1
Neural word segmentation has attracted more and more research interests for its ability to alleviate the effort of feature engineering and utilize the external resource by the pre-…
Overview of the NLPCC 2017 Shared Task: Chinese News Headline Categorization
Xipeng Qiu, Jingjing Gong, Xuanjing Huang
In this paper, we give an overview for the shared task at the CCF Conference on Natural Language Processing \& Chinese Computing (NLPCC 2017): Chinese News Headline Categorization.…
Dynamic Compositional Neural Networks over Tree Structure
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Tree-structured neural networks have proven to be effective in learning semantic representations by exploiting syntactic information. In spite of their success, most existing model…
Reinforced Mnemonic Reader for Machine Reading Comprehension
Minghao Hu, Yuxing Peng, Zhen Huang +3
In this paper, we introduce the Reinforced Mnemonic Reader for machine reading comprehension tasks, which enhances previous attentive readers in two aspects. First, a reattention m…
Adversarial Multi-Criteria Learning for Chinese Word Segmentation
Xinchi Chen, Zhan Shi, Xipeng Qiu +1
Different linguistic perspectives causes many diverse segmentation criteria for Chinese word segmentation (CWS). Most existing methods focus on improve the performance for each sin…
Adversarial Multi-task Learning for Text Classification
Pengfei Liu, Xipeng Qiu, Xuanjing Huang
Neural network models have shown their promising opportunities for multi-task learning, which focus on learning the shared layers to extract the common and task-invariant features.…